Probe

Probe enables the creation of structured test suites using YAML to validate assistant outputs. It provides capabilities for mocking environment responses and performing granular trace debugging to isolate failures in context retrieval and reasoning logic during the development phase.

Probe is designed for engineers and researchers focused on context engineering and assistant reliability. It is specifically suited for developers tasked with maintaining high-fidelity performance standards in complex conversational systems through rigorous validation and systematic trace analysis.

Implementation requires familiarity with YAML syntax for defining test cases and validation schemas. Users must have an existing assistant architecture capable of outputting trace logs, which Probe consumes to perform its debugging and verification functions.